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README.md
Apache-2.0

UnitAuto

☀️ 机器学习零代码单元测试平台

零代码、全方位、自动化 测试 方法/函数 的正确性、可用性和性能

使用文档 视频教程 在线体验


机器学习零代码单元测试平台,零代码、全方位、自动化 测试 方法/函数 的正确性、可用性和性能。
用户包含 腾讯 IEG 互动娱乐事业群、腾讯 WXG 微信事业群、快手广告、某市值 4000亿+ 500 强巨头 等。

已被 互联网教育智能技术及应用国家工程实验室 收录。 https://github.com/TommyLemon/APIAuto/issues/19

image image image image image image

特点优势

相比 JUnit, JTest, Mockito, Mockk 等一堆 Compiling testing 工具:
1.其它工具需要每个方法都写一大堆测试代码,需要开发成本、需要解决测试代码的 bug、业务代码更改后需要同步修改测试代码等;
UnitAuto 不需要写任何代码,直接读取方法的属性,自动注入参数,拿到返回值和类成员变量,机器学习自动化校验。

2.UnitAuto 这种 Runtime testing 工具无需 Mock 环境(Application, Context 等),
更不用为 无法有效地 Mock 环境相关类、第三方登录未提供 Mock 支持 等而头疼,
只要被测方法满足 有 return 值、有 interface 回调、改变成员变量 field 这 3 点中至少一点就能测。

质效无双线上技术访谈-零代码智能测试工具实践介绍-第11期

https://testwo.cn1.quickconnect.cn/vs/sharing/iiP8VK1C#!aG9tZV92aWRlby0xMQ== https://testwo.cn1.quickconnect.cn/vs/sharing/iiP8VK1C#!aG9tZV92aWRlby0xMQ==



原理说明

被测项目不需要写任何单元测试代码(逻辑代码、注解代码等全都不要),
UnitAuto 会自动生成测试参数,并执行方法,拿到返回值等进行校验。
泛型、接口等自动模拟,异步执行方法自动记录回调过程,都是零代码。

UnitAuto-Admin 是类似 APIAuto 的机器学习零代码测试工具(查看、上传、执行、测试 后端项目中的方法等),
UnitAuto-Java 提供扫描所有方法、执行某个方法两个 API (主要引入 MethodUtil.java 这个类,里面已实现)。

通过扫描项目中的可访问的 package, class, method 来生成和导入测试用例


HTTP 远程调用被测服务/App,转至内部 构造/获取 实例来 invoke 动态执行方法


获取参数、成员变量等前后状态,拦截方法被调用过程并可视化展示


通过简单配置自动调整参数组合,拿到返回结果后通过 前后结果对比 或 机器学习校验模型 来自动断言


后端不再需要像以下示例一样编写和维护大量单元测试用例代码(逻辑代码、注解代码等):


客户端可作为 HTTP Server 来为 UnitAuto 网页工具 提供远程调用的接口,效果同样:



示例项目

UnitAuto Java 后端 Server 在线 测试
APIJSON Java 后端 Server 在线 测试
UnitAuto Android 客户端 App 直接 下载 (第一次可能失败,返回报错 JSON,一般重试一次就可以)
APIJSON Android 客户端 App 直接 下载 (第一次可能失败,返回报错 JSON,一般重试一次就可以)

演讲视频

UnitAuto-机器学习自动化单元测试平台简介
https://www.bilibili.com/video/BV1Tk4y1R7Yo

UnitAuto-异步回调方法的零代码单元测试
https://www.bilibili.com/video/BV1kk4y1z7bW

其它 https://search.bilibili.com/all?keyword=UnitAuto

集成到被测项目

Java 后端 Server

1.依赖 unitauto.jar

放到你 启动 Application 所在项目的 libs 目录,然后 Eclipse Add to Build Path 或 Idea Add as Library
https://github.com/TommyLemon/UnitAuto/tree/master/UnitAuto-Java-Demo/libs

2.依赖 unitauto-jar.jar

如果不打 jar/war 包,则可以跳过这个步骤。
依赖方式同步骤 1。
https://github.com/TommyLemon/UnitAuto/tree/master/UnitAuto-Java-Demo/libs
依赖后需要在 Application static 代码块 中初始化

    static {
        UnitAutoApp.init();
    }

3.提供接口给 UnitAuto 后台管理工具

Controller 提供两个 POST application/json 格式的 HTTP API,分别是

/method/list    动态扫描方法,可以单纯接收入参并转发到 MethodUtil.listMethod(String request)
/method/invoke  动态执行方法,可以单纯接收入参并转发到 MethodUtil.invokeMethod(String request, Object instance, Listener<JSONObject> listener)

参考 DemoController

4.配置环境相关类及自定义处理逻辑

拦截 MethodUtil 类中的 INSTANCE_GETTER, JSON_CALLBACK, CLASS_LOADER_CALLBACK 等 interface 的回调方法,
可以支持获取 Context 等环境相关类的实例、转 JSON 对象时过滤特定类、其它自定义逻辑处理,参考 DemoApplication


Android 客户端 App

1.依赖 UnitAuto-Apk

UnitAuto-Apk 导入到你项目 app moudule 所在目录settings.gradle

include ':UnitAuto-Apk'

app moudule 目录build.gradle

dependencies {
    api project(':UnitAuto-Apk')
}

2.初始化 UnitAuto

Application onCreate 方法 中初始化

    @Override
    public void onCreate() {
        super.onCreate();
        UnitAutoApp.init(this);
    }

3.提供 UnitAuto 管理界面入口

AndroidManifest.xml 中注册 UnitAutoActivity

<manifest ... >
    <application ... >
      
        <activity
            android:name="unitauto.apk.UnitAutoActivity"
            android:launchMode="singleInstance">
        </activity>
      
     </application>
</manifest>

可在你项目的任何界面新增一个按钮或其它形式的入口,仅 DEBUG 模式下展示

    <Button
        android:layout_width="wrap_content"
        android:layout_height="wrap_content"
        android:onClick="onClickUnit"
        android:text="UnitAutoActivity"
        android:textAllCaps="false"
        />

参考 layout/activity_main

点击这个入口跳转到 UnitAutoActivity

    public void onClickUnit(View v) {
        startActivity(UnitAutoActivity.createIntent(this));
    }

参考 MainActivity

4.配置环境相关类及自定义处理逻辑

Application onCreate 方法 中配置,参考 Java 后端 Server 中 4.配置环境相关类及自定义处理逻辑

部署后台管理工具

可以直接下载源码解压后用浏览器打开 UnitAuto-Admin/index.html,建议用 Chrome 或 火狐 (Safari、Edge、IE 等可能有兼容问题)。
也可以直接访问官网的环境 http://apijson.cn/unithttp://apijson.cn:8081

点右上角设置项 "项目服务器地址 URL",把输入框内基地址改为你主机的地址(例如 http://192.168.0.102:8080 )

右上角登录的默认管理员账号为 13000082001 密码为 123456,

然后点右上角设置项 "查看、同步方法文档",确保被测项目已启动,然后一键导入项目中的方法。
等它完成后自动显示测试用例列表,点击列表项进去查看详情和手动测试,或者一键自动回归测试全部 方法/函数。

如果测试 Android/iOS App,需要保证 手机/平板 与 使用 UnitAuto-Admin 网页的电脑 连接同一个局域网,
如果使用 Android/iOS 模拟器,则一定都是在同一个局域网,并且可以用 http://localhost:端口 进行访问。



自动管理测试用例 这个功能 需要部署 APIJSONBoot ,见
https://github.com/APIJSON/APIJSON-Demo/tree/master/APIJSON-Java-Server

新增测试用例

可以使用以下几种方式:

1.远程扫描方法

https://github.com/TommyLemon/UnitAuto/blob/master/README.md#%E8%BF%9C%E7%A8%8B%E6%89%AB%E6%8F%8F%E6%96%B9%E6%B3%95

2.调用 /delegate 代理接口来录制请求的方法、参数、响应等信息

https://github.com/APIJSON/APIJSON-Demo/tree/master/APIJSON-Java-Server/APIJSONBoot-MultiDataSource#%E4%BB%A3%E7%90%86%E6%8E%A5%E5%8F%A3%E5%8F%8A%E5%BD%95%E5%88%B6%E6%B5%81%E9%87%8F

3.打开分享链接来自动填充 方法 URI、参数 JSON、请求头、参数注入配置、设置项 等

例如: http://apijson.cn/unit/?send=true&type=JSON&url=unitauto.test.TestUtil.minus&json={%22static%22:true,%22methodArgs%22:[{%22type%22:%22long%22,%22value%22:1},{%22type%22:%22long%22,%22value%22:2}]}

4.在界面手动填写 方法 URI、参数 JSON 等再点击上传/分享按钮

可点击分享按钮生成分享链接,用浏览器打开即可自动填充。


远程扫描方法

UnitAuto-Admin 登录后点击 设置项 [查看、同步方法文档],等返回方法属性 JSON 后点 [上传] 按钮 image

对应发送 HTTP 请求
POST /method/list

{
    "query": 2,  // 0-数据,1-总数,2-全部
    "mock": true,
    "package": "unitauto.test",
    "class": "TestUtil",
    "method": "divide",
    "types": null
}

详细说明见 MethodUtil.listMethod 的注释
https://github.com/TommyLemon/UnitAuto/blob/master/UnitAuto-Java/src/main/java/unitauto/MethodUtil.java#L287-L300


远程调用方法

UnitAuto-Admin 点击 [运行方法] image

同步方法
unitauto.test.TestUtil.divide

{
    "static": true,
    "methodArgs": [
        {   // 可省略来自动判断的 type : Boolean,Integer,BigDecimal,String,Object,JSONArray 这几种 JSON 类型
            "type": "double",
            "value": 1
        },
        {   // 支持各种类型,例如 unitauto.demo.domain.User, List<String>, annotation.Annotation[],未注册的要写完整全路径
            "type": "double",
            "value": 2
        }
    ]
}

也可以简化为

{
    "static": true,
    "methodArgs": [
        "double:1",
        "double:2"  // 如果是 JSON 类型,可以不写类型只写值,例如 true, 1, 3.14, "ok", {"a": 1}, [1, 2, 3]
    ]
}

对应发送 HTTP 请求
POST /method/invoke

{
    "package": "unitauto.test",
    "class": "TestUtil",
    "method": "divide",
    "static": true,
    "methodArgs": [
        {
            "type": "double",
            "value": 1
        },
        {
            "type": "double",
            "value": 2
        }
    ]
}

对应调用 Java 方法
unitauto.test.TestUtil.divide(double, double)

    public static double divide(double a, double b) {
        return a / b;
    }

https://github.com/TommyLemon/UnitAuto/blob/master/UnitAuto-Java/src/main/java/unitauto/test/TestUtil.java#L56-L58

image

异步回调方法
unitauto.test.TestUtil.computeAsync

{
    "static": true,
    "methodArgs": [
        "long:8",
        "long:2",
        {
            "type": "unitauto.test.TestUtil$Callback",
            "value": {
                "sort()": { // 可以简写为 "sort()": false 
                    "type": "Boolean",
                    "return": false
                },
                "setData(D)": {
                    "callback": true
                }
            }
        }
    ]
}

对应调用 Java 方法
unitauto.test.TestUtil.computeAsync(long, long, Callback)

	public static Number computeAsync(long a, long b, Callback callback) {

		new Thread(new Runnable() {

			@Override
			public void run() {
				try {
					Thread.sleep(3000);
				} catch (Exception e) {}
				
				Boolean sort = callback.sort();
				if (sort != null && sort && a > b) {
					callback.minusAsId(b, a);
				} else {
					callback.minusAsId(a, b);
				}

				callback.setData("Mock inner interface success!");
			}
		}).start();

		return callback.getId();
	}

https://github.com/TommyLemon/UnitAuto/blob/master/UnitAuto-Java/src/main/java/unitauto/test/TestUtil.java#L95-L117



详细说明见 MethodUtil.invokeMethod 的注释
https://github.com/TommyLemon/UnitAuto/blob/master/UnitAuto-Java/src/main/java/unitauto/MethodUtil.java#L353-L424


后台 Headless 无 UI 模式回归测试

Jenkins、蓝盾 等 CI/CD 等流水线不支持带 UI 测试,所以提供了这个模式,
通过调用 HTTP API 即可执行用例和查看进度,方便集成到 CI/CD 流水线。 image image

1.配置 Node 环境及 NPM 包管理工具

https://nodejs.org

2.安装相关依赖

https://koajs.com

nvm install 7
npm i koa

3.使用后台 HTTP 服务

先启动 HTTP 服务

cd js
node server.js

如果运行报错 missing package xxx,说明缺少相关依赖,参考步骤 2 来执行

npm i xxx

然后再启动 HTTP 服务。

启动成功后会有提示,点击链接或者复制到浏览器输入框打开即可。

如果托管服务是用 APIJSONBoot-MultiDataSource 部署的,
链接 host 后可以加上 /unit,例如 http://localhost:3001/unit/test/start
通过这个接口来放宽前端执行时查询测试用例、参数配置等列表的条数,一次可批量执行更多用例。


统计覆盖率

image

1.点右侧 Maven > Lifecycle > package 或 运行以下命令 来把项目打成 jar 包:

mvn clean package

完成后 target 目录应该有 unitauto-java-demo.jar(springboot-maven-plugin 重新打包) 和 unitauto-java-demo.jar.original(maven 直接打包) 这样的两个 jar 包

2.使用 JaCoCo Agent 作为 Java Agent 来运行 jar 包

java -javaagent:libs/jacocoagent.jar=destfile=../jacoco.exec,includes=*,output=tcpserver,port=6300,address=127.0.0.1 -jar target/unitauto-java-demo-2.9.0.jar

3.点右侧 Maven > Plugins > jacoco > jacoco:dump > jacoco:report 或 运行以下命令 来导出覆盖率数据和生成查看报告的 HTML 网页

jacoco dump
jacoco report 

完成后 target 目录应该有 jacoco.exec(覆盖率数据) 和 site/jacoco 目录且里面有 index.html 网页入口文件、jacoco-resources 资源文件夹 等。
用 Chrome/Firefox 浏览器打开 index.html,可以看到覆盖率报告。

image



常见问题

1.无法访问接口

Chrome 90+ 对 CORS 请求禁止携带 Cookie 或 Chrome 80-89 强制 same-site Cookie 的策略导致
https://github.com/TommyLemon/UnitAuto/issues/11

2.没有生成文档

右上角设置项与数据库实际配置不一致 等
https://github.com/Tencent/APIJSON/issues/85

3.托管服务器访问不了

不能代理接口、不能展示文档、不能对断言结果纠错 等
https://github.com/TommyLemon/APIAuto/issues/12

4.apijson.cn 访问不了

托管服务地址改为 http://47.98.196.224:8080
https://github.com/TommyLemon/APIAuto/issues/13

5.如何统计行覆盖率/分支覆盖率?

Java/Kotlin 可以用 Jacoco(on-the-fly 运行时动态插桩模式)

https://www.jacoco.org/jacoco/trunk/doc/agent.html
https://www.jacoco.org/jacoco/trunk/doc/cli.html

还可以搜索并参考 "JaCoCo" 相关文章,例如:
Java 覆盖率 Jacoco 插桩的不同形式总结和踩坑记录
https://testerhome.com/topics/20632

Go 可以用 goc 或 gcov

我们是如何做go语言系统测试覆盖率收集的?
https://zhuanlan.zhihu.com/p/149890900

Gcov 查看代码覆盖率
https://zhuanlan.zhihu.com/p/410077415

Python 可以使用 coverage

Python单元测试框架覆盖率-Coverage
https://cloud.tencent.com/developer/article/1513269


更多常见问题
https://github.com/TommyLemon/APIAuto/issues


感谢开源

  • jsonon
  • editor.md
  • vue.js

技术交流

关于作者

https://github.com/TommyLemon

如果有什么问题或建议可以 去 APIAuto 提 issue,交流技术,分享经验。
如果你解决了某些 bug,或者新增了一些功能,欢迎 提 PR 贡献代码,感激不尽。

其它项目

APIJSON 🚀 腾讯零代码、全功能、强安全 ORM 库 🏆 后端接口和文档零代码,前端(客户端) 定制返回 JSON 的数据和结构

APIAuto 敏捷开发最强大易用的 HTTP 接口工具,机器学习零代码测试、生成代码与静态检查、生成文档与光标悬浮注释,集 文档、测试、Mock、调试、管理 于一体的一站式体验

SQLAuto 智能零代码自动化测试 SQL 语句执行结果的数据库工具,任意增删改查、任意 SQL 模板变量、一键批量生成参数组合、快速构造大量测试数据

UIGO 📱 零代码快准稳 UI 智能录制回放平台 🚀 自动兼容任意宽高比分辨率屏幕,自动精准等待网络请求,录制回放快、准、稳!

apijson-doc APIJSON 官方文档,提供排版清晰、搜索方便的文档内容展示,包括设计规范、图文教程等

APIJSONdocs APIJSON 英文文档,提供排版清晰的文档内容展示,包括详细介绍、设计规范、使用方式等

apijson.org APIJSON 官方网站,提供 APIJSON 的 功能简介、登记用户、作者与贡献者、相关链接 等

APIJSON.NET C# 版 APIJSON ,支持 MySQL, PostgreSQL, SQL Server, Oracle, SQLite

apijson-go Go 版 APIJSON , 基于Go(>=1.18) + GoFrame2, 支持查询、单表增删改、权限管理等

apijson-go Go 版 APIJSON ,支持单表查询、数组查询、多表一对一关联查询、多表一对多关联查询 等

apijson-hyperf PHP 版 APIJSON,基于 Hyperf 支持 MySQL

APIJSON-php PHP 版 APIJSON,基于 ThinkPHP,支持 MySQL, PostgreSQL, SQL Server, Oracle 等

apijson-php PHP 版 APIJSON,基于 ThinkPHP,支持 MySQL, PostgreSQL, SQL Server, Oracle 等

apijson-node 字节跳动工程师开源的 Node.ts 版 APIJSON,提供 nestjs 和 typeorm 的 Demo 及后台管理

uliweb-apijson Python 版 APIJSON,支持 MySQL, PostgreSQL, SQL Server, Oracle, SQLite 等

apijson-practice BAT 技术专家开源的 APIJSON 参数校验注解 Library 及相关 Demo

Android-ZBLibrary Android MVP 快速开发框架,Demo 全面,注释详细,使用简单,代码严谨

持续更新

https://github.com/TommyLemon/UnitAuto/commits/master

我要赞赏

创作不易,右上角点 ⭐ Star 支持下本项目吧,谢谢 ^_^
https://gitee.com/TommyLemon/UnitAuto

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